Data Science at the Command Line: Facing the Future with Time-Tested Tools
This hands-on guide demonstrates how the flexibility of the command line can help you become a more efficient and productive data scientist. You’ll learn how to combine small, yet powerful, command-line tools to quickly obtain, scrub, explore, and model your data. To get you started—whether you’re on Windows, OS X, or Linux—author Jeroen Janssens introduces the Data Science Toolbox, an easy-to-install virtual environment packed with over 80 command-line tools. Discover why the command line is an agile, scalable, and extensible technology. Even if you’re already comfortable processing data with, say, Python or R, you’ll greatly improve your data science workflow by also leveraging the power of the command line. Obtain data from websites, APIs, databases, and spreadsheets Perform scrub operations on plain text, CSV, HTML/XML, and JSON Explore data, compute descriptive statistics, and create visualizations Manage your data science workflow using Drake Create reusable tools from one-liners and existing Python or R code Parallelize and distribute data-intensive pipelines using GNU Parallel Model data with dimensionality reduction, clustering, regression, and classification algorithms
yazar | Jeroen Janssens |
---|---|
Boyutlar ve boyutlar | 17,8 x 1,2 x 23,3 cm |
Tarafından yayınlandı | 12 Ekim 2014 |
N&S Collection 20,3 x 0,2 x 26 cm 20,3 x 0,3 x 26 cm 1 Ocak 2013 Icon Group International Gerardus Blokdyk 29 Ağustos 2009 28 Şubat 2018 NAN RIEWALDT 25 Mayıs 2010 15,2 x 0,6 x 22,9 cm 20,3 x 0,5 x 26 cm 31 Ağustos 2012 21,6 x 0,6 x 27,9 cm Kolektif 20,3 x 0,4 x 26 cm Aeryn Cartwright 3 Haziran 2009
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Sürüm ayrıntıları
yazar | Jeroen Janssens |
---|---|
isbn 10 | 1491947853 |
isbn 13 | 978-1491947852 |
Yayımcı | O'Reilly Media; 1. baskı |
Dilim | İngilizce |
Boyutlar ve boyutlar | 17,8 x 1,2 x 23,3 cm |
Tarafından yayınlandı Data Science at the Command Line: Facing the Future with Time-Tested Tools | 12 Ekim 2014 |
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